# Traffic Flow Forecasting on PeMS04 30min horizon Source: [Traffic Flow Forecasting on PeMS04 30min horizon]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:59.229Z Evaluation of models performing traffic flow forecasting using the PeMS04 dataset, specifically focusing on the 30-minute prediction horizon, assessed using MAE, RMSE, and MAPE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Traffic Flow Forecasting | | Dataset (including any stated split) | PeMS04 30min horizon | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MAE](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. - [MAPE](): Lower is better; unit: PERCENT. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | DASTNet | 20.67 | Not recorded | 68fa6d381e209131cea38849 | | DASTNet w/o PRI | 21 | Not recorded | 68fa6d381e209131cea38849 | | Target Only | 21.55 | Not recorded | 68fa6d381e209131cea38849 | | DASTNet w/o DA | 21.57 | Not recorded | 68fa6d381e209131cea38849 | | Temporal Forecaster | 22.22 | Not recorded | 68fa6d381e209131cea38849 | | GRU | 22.71 | Not recorded | 68fa6d381e209131cea38849 | | STGODE | 23.14 | Not recorded | 68fa6d381e209131cea38849 | | SVR | 23.9 | Not recorded | 68fa6d381e209131cea38849 | | TGCN | 25.22 | Not recorded | 68fa6d381e209131cea38849 | | AGCRN | 26.53 | Not recorded | 68fa6d381e209131cea38849 | | DCRNN | 26.68 | Not recorded | 68fa6d381e209131cea38849 | | STGCN | 27.91 | Not recorded | 68fa6d381e209131cea38849 | | HA | 31.75 | Not recorded | 68fa6d381e209131cea38849 | | GCN | 49.49 | Not recorded | 68fa6d381e209131cea38849 | ### DASTNet MAE: 20.67. Result ID: 698f99223a6c314849fa680e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DASTNet w/o PRI MAE: 21. Result ID: 698f99223a6c314849fa680d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Knowledge":false}. This record does not assert independent reproduction. ### Target Only MAE: 21.55. Result ID: 698f99223a6c314849fa680b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DASTNet w/o DA MAE: 21.57. Result ID: 698f99223a6c314849fa680c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Domain Adaptation":false}. This record does not assert independent reproduction. ### Temporal Forecaster MAE: 22.22. Result ID: 698f99223a6c314849fa680a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU MAE: 22.71. Result ID: 698f99223a6c314849fa6803. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGODE MAE: 23.14. Result ID: 698f99223a6c314849fa6809. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVR MAE: 23.9. Result ID: 698f99223a6c314849fa6802. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGCN MAE: 25.22. Result ID: 698f99223a6c314849fa6805. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGCRN MAE: 26.53. Result ID: 698f99223a6c314849fa6808. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCRNN MAE: 26.68. Result ID: 698f99223a6c314849fa6807. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGCN MAE: 27.91. Result ID: 698f99223a6c314849fa6806. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HA MAE: 31.75. Result ID: 698f99223a6c314849fa6801. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN MAE: 49.49. Result ID: 698f99223a6c314849fa6804. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.